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Ma, Yaohua

https://orcid.org/0000-0003-4402-5464

Mayo Clinic

Mayo Clinic

Citations 26

Capturing the inflammatory landscape within kidney compartments of human diabetic kidney disease: a digital spatial profiling study
Elhusseiny, Khaled M., Deceus, Farha G., Cornell, Lynn D., Bian, Xiaohui, Ma, Yaohua , Kachergus, Jennifer M., Thompson, E. Aubrey, El-Husseiny, Khaled M., Deceus, Farha G. , Cornell, Lynn D. , Bian, Xiaohui , Kachergus, Jennifer M., Hickson, LaTonya J.

Frontiers in Endocrinology | February 2, 2026 | Volume: 17 | Issue: No issue available | Pages: No page available

10.3389/fendo.2026.1744430 Get It

Objective To quantitatively examine immune cell markers and spatial distribution in human diabetic kidney disease (DKD) to enhance understanding of the inflammatory landscape contributing to injury. Maladaptive inflammation is an underrecognized contributor to DKD pathogenesis and progression and remains undertreated. Patients and methods NanoString GeoMx™ Digital Spatial Profiling technology targeted antibodies labeled with unique oligonucleotide barcode in kidney biopsy [DKD (n=5), tubulointerstitial nephritis (TIN; n=4), and normal (n=2)] with regions of interest selection of compartments (glomeruli, tubules, interstitium). Inflammation-related proteins were analyzed with differential expression through linear mixed modeling. Results Compared to normal tissue, inflammatory cell surface protein markers were increased in DKD tubules and interstitium. Markers of T cells (CD4, CD44), macrophages (CD68; proinflammatory), and antigen-presenting cells (APCs; CD40 and CD11c) were increased across all DKD compartments (vs. normal). Macrophage (CD163; prorepair) marker was increased in DKD tubules and interstitium (vs. normal). Fewer differences were observed in glomeruli for normal vs. DKD or TIN vs. DKD groups. CD66b+ (granulocytes) cell marker was higher in DKD (vs. TIN). As expected, TIN had higher levels of T cell and macrophage markers in tubules and interstitium (vs. DKD). Interestingly, CD34, a hematopoietic stem cell and endothelial cell marker, was lower in DKD tubules and interstitium (vs. normal) but higher in DKD (vs. TIN). Conclusion NanoString GeoMx DSP technology may fulfil a role in enhancing the understanding the inflammatory landscape engaged in DKD pathogenesis as well as measuring response to therapy. Moreover, additional investigations of CD34 progenitor cell depletion in DKD may be warranted.
Abstract 4366797: Use of an Administratively Derived Elder Risk Assessment Score and Long Term Mortality in Older Adults Undergoing Aortic Valve Replacement
Laenger, Jessica , Meier, Tristan, Ma, Yaohua , Sabbagh, Abdallah El , Gharacholou, S. Michael , Pellikka, Patricia A. , Takahashi, Paul Y.

Circulation | November 3, 2025 | Volume: 152 | Issue: Suppl_3 | Pages: No page available

10.1161/circ.152.suppl_3.4366797 Get It

Background: Older adults with severe aortic stenosis (AS) are at high risk of mortality unless treated by aortic valve replacement (AVR). The Society of Thoracic Surgery (STS) score is primarily used clinically to determine mortality risk from surgical AVR. Due to geriatric comorbidities unique to older adults, traditional methods of risk stratification with STS may have significant shortcomings. Administratively derived risk scores that have prognostic significance in the geriatric population may prove valuable. Methods: We reviewed patients at our hospital system with AS undergoing AVR (surgical and transcatheter) and administratively derived an Elder Risk Assessment (ERA) score from the health record. The ERA score is a composite of age, marital status, number of hospitalized days in previous 2 years, and comorbidities (diabetes, coronary artery disease (CAD), heart failure, stroke, pulmonary disease, cancer, and dementia). Kaplan-Meier method was used to estimate survival by ERA score tertile. Cox regression was used to determine association between ERA and survival after accounting for STS predicted risk. Results: There were a total of 228 patients that underwent AVR (TAVR: 59 (26.1 %); SAVR 167 (73.9%) and had ERA scores derived. The average age was 79.6 (SD 7.6) years) and there were 93 (40.8%) women. Patients were stratified by ERA score tertiles: low (≤6), mid (6-13), or high (≥14). Over a mean follow up of 5.8 (SD 3.1) years, lower ERA scores were associated with better long-term survival (p<0.001). After accounting for age, sex, and STS score, mid ERA (HR 1.61; 95% CI 1.00-2.59; p<0.001) and high (HR 2.90; 95% CI 1.79-4.69; p<0.001) were associated with mortality (reference: low ERA). For every 10-point increase in the ERA, there was a 2-fold increase in adjusted mortality risk (HR 2.14; 95% CI 1.58-2.90; p<0.001). Conclusions: Older adults undergoing AVR for severe AS have specific geriatric comorbidities that may be better characterized using the ERA score. This administratively derived score was independently associated with survival after accounting for the widely used STS risk score.
Spatial multiomics of human hepatic lymph nodes reveals early APC bifurcation in liver transplant rejection
Nguyen, Justin H. , Ashraf, Humza, Moore, Raymond M. , Sherman, William H., Ma, Yaohua , Embretsen, Mattias , Cogen, Davitte , Kachergus, Jennifer M., Thompson, Cheryl L. , Killeen, Heather, Nakhleh, Raouf E. , Thompson, E. Aubrey , Knutson, Keith L. , Ashraf, Humza, Sherman, William, Thompson, Cheryl, Killeen, Heather E., Wang, Chen , Markovic, Svetomir N. , Knutson, Keith L.

No container title available | October 28, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-7901096/v1 Get It

Abstract The highest risk for liver allograft rejection is within the first weeks to months after a liver transplant; however, while later-stage mechanisms are well described, the initial window at the moment of alloantigen influx (e.g., ~ 1 h post-reperfusion) remains unmapped. T-cell priming is initiated in lymph nodes, yet these sites are rarely profiled in humans and their relationship to rejection risk is unclear. To address this gap, we profiled paired pre- and ~ 1 h post-reperfusion hepatic draining lymph nodes from liver transplant recipients using multiplexed immunofluorescence and GeoMx whole-transcriptome profiling to identify features that predict rejection versus non-rejection. Early after reperfusion, CD4 + and CD8 + T cells became proximal to macrophages in rejection compared to dendritic cells in non-rejection, which also displayed an immunoregulatory-leaning profile marked by PD-1, IDO1, and CD39, suggesting that macrophages and dendritic cells differentially influence early T-cell alloimmunity. These results provide nodal targets for precise immune modulation.
Outcomes in Asymptomatic Patients Undergoing Coronary Revascularization Before Liver Transplantation
Umadat, Goyal , Lee, Jennifer Y. , Ray, Jordan , Chadha, Ryan , Ma, Yaohua , Sledge, Hanna J., Pungpapong, Surakit , Janik, Leslie E., Pillai, Dilip, Sabbagh, Abdallah El , Pollak, Peter , Gharacholou, S. Michael , Lee, Jennifer , Chadha, Ryan , Michael Gharacholou, S , Pungpapong, Surakit

Journal of Clinical Medicine | October 7, 2025 | Volume: 14 | Issue: 19 | Pages: 7067

10.3390/jcm14197067 Get It

Background: Coronary artery disease (CAD) is common among liver transplantation (LT) candidates, yet whether pre-transplant percutaneous coronary intervention (PCI) improves post-LT outcomes remains uncertain. Methods: We conducted a single-center, Institutional Review Board-approved cohort study of adults undergoing LT from 2005 to 2025. Asymptomatic candidates with significant stenosis on invasive angiography were included; prior coronary artery bypass grafting was excluded. The primary endpoint was major adverse cardiovascular events (MACE: myocardial infarction [MI], stroke/transient ischemic attack, new systolic dysfunction, post-LT coronary revascularization, or all-cause death). Results: Among 111 patients (median age 65 years; 84% male), 66 (59%) underwent PCI and 45 (41%) were managed medically. Over a median 32 months of follow-up, 61 patients (55%) experienced MACE. Composite MACE did not differ between PCI and non-PCI groups (52% vs. 60%, p = 0.40; log-rank p = 0.59). Fine–Gray modeling showed no association of PCI with MACE; independent predictors were prior MI (HR 1.81, 95% CI 1.01–3.24) and pre-transplant dialysis (HR 2.13, 95% CI 1.07–4.24). Major bleeding occurred in 7%. Matched and era-stratified analyses were concordant. Conclusions: In asymptomatic LT candidates with angiographically severe CAD, pre-LT PCI was not associated with a lower incidence of post-LT MACE.
MHC class I expression and outcomes in breast cancer in the real-world clinico-genomic data and the FinXX trial.
Liu, Yi , Deshmukh, Sachin Kumar , Ma, Yaohua , Wu, Sharon , Xiu, Joanne , Norton, Nadine , Ruddy, Kathryn J. , Perez, Edith A. , Gandhi, Shipra, Coelho, Priscila Barreto, Thompson, E. Aubrey , Chumsri, Saranya , Norton, Nadine , Carter, Jodi M. , Gandhi, Shipra , Lustberg, Maryam B. , Goetz, Matthew P. , Joensuu, Heikki , Sledge, George W.

Journal of Clinical Oncology | May 28, 2025 | Volume: 43 | Issue: 16_suppl | Pages: 570-570

10.1200/jco.2025.43.16_suppl.570 Get It

570 Background: Major histocompatibility complex class I (MHC I) plays a critical role in immune surveillance by binding peptides derived from intracellular proteins and presenting them on the cell surface for recognition by CD8+ T cells. Loss or downregulation of MHC I expression has been identified as a key mechanism of immune evasion in cancers. Here, we evaluated MHC I expression and outcomes in all subtypes of breast cancer (BC). Methods: 9,038 BC samples were analyzed via NGS (592-gene panel, NextSeq; WES/WTS, NovaSeq; Caris Life Sciences, Phoenix, AZ), including triple-negative BC (TNBC) 3,038, HER2-positive (HER2+) 1,082, and hormone receptor-positive (HR+HER2-) 4,918. Immune cell fractions were estimated using WTS deconvolution (Quantiseq). MHC I ( HLA-A / HLA-B / HLA-C )-high (H) and -low (L) were classified by RNA expression above or below the 25th percentile. Real-world overall survival (OS) was derived from insurance claims and calculated from tissue collection to last contact using Kaplan-Meier. NanoString IO360 was performed in 114 samples from the FinXX trial (NCT00114816). Statistical significance was assessed using chi-square, Mann-Whitney U, ANOVA, and Cox regression with multiple comparison adjustments (q<.05). Results: TNBC had higher expression of HLA-A and HLA-B (median TPM: 169 and 191) compared to HER2+ (146.6 and 170, q<0.05) and HR+HER2- (141.7 and 157.5, q<0.05). However, there was no significant difference in HLA-C expression across 3 BC subtypes. In TNBC, MHC I-H tumors had higher frequencies of PD-L1 positivity (66.2% vs. 13.1%) as well as higher infiltration of B cells (4.5% vs. 3.2%), M1 macrophages (5% vs. 1.5%), M2 macrophages (4% vs. 2.1%), Tregs (2.8% vs. 0.8%), CD8 + T cells (1.8% vs. 0%), dendritic cells (3.2% vs. 2.8%), higher T-cell inflamed score (137 vs. -144), and IFN g score (0.02 vs. -0.49) compared to MHC I-L TNBC (all q<.05). MHC I-H TNBC was associated with significant improvement in median OS (30.1 vs. 15.2 months, HR 0.55, 95% CI 0.46-0.65, p<0.0001). However, this survival difference was not observed in patients with MHC I-H vs. MHC I-L in HER2+ (HR 1.04, 95% CI 0.74-1.47, p = 0.81) and HR+HER2- (HR 0.87, 95% CI 0.75-1.02, p= 0.09) BC subtypes. We further validated the MHC I expression in the FinXX trial. Similarly, patients with MHC I-H had significant improvement in recurrence-free survival (HR 0.27, 95%CI 0.11-0.66, p = 0.002) and OS (HR 0.23, 95% CI 0.09-0.57, p = 0.0005) compared to MHC I-L. Conclusions: Our findings demonstrate that higher MHC I expression is associated with higher immune infiltration and improved outcomes in TNBC but not in HER2+ or HR+HER2- BC subtypes. These results suggest that MHC I expression plays a critical role in the tumor microenvironment of TNBC. Future studies are needed to evaluate the prognostic value and potential therapeutic target of MHC I in TNBC. Support: Breast Cancer Research Foundation, Bankhead Coley, W81XWH-18-1-0564. Clinical trial information: NCT00114816 .
Abstract 7130: Spatially resolved single-cell analysis reveals cGAS-STING-mediated tumor-immune interactions via IFNα as determinants of pembrolizumab sensitivity in triple-negative breast cancer
Liu, Yi , Chumsri, Saranya , Ma, Yaohua , Perez, Edith A. , Leon‐Ferre, Roberto A. , Zahrieh, David M. , Knutson, Keith L. , Thompson, E. Aubrey , Carter, Jodi M. , Nassar, Aziza , Hillman, David W. , Boughey, Judy C. , Ingle, James N. , Kalari, Krishna R. , Couch, Fergus J. , Goetz, Matthew P. , Knutson, Keith L.

Cancer Research | April 21, 2025 | Volume: 85 | Issue: 8_Supplement_1 | Pages: 7130-7130

10.1158/1538-7445.am2025-7130 Get It

Abstract Purpose: While an addition of immune checkpoint inhibitor (ICI), pembrolizumab, has improved outcomes of patients with TNBC, early-stage TNBC patients with residual cancer burden (RCB) II/III after neoadjuvant chemotherapy in combination with pembrolizumab (NAP) still have poor outcomes. Previously, we demonstrated that intratumoral HLA-DRA expression and interferon-alpha (IFNα) responses were associated with immune-inflamed phenotype and better outcomes in TNBC patients receiving chemotherapy. This study utilized the CosMx™ SMI to investigate in early-stage TNBC treated with NAP. Methods: Of 151 samples from TNBC patients treated with NAP at Mayo Clinic, 8 pre-treatment biopsy samples (5 pCR and 3 RCB II/III were analyzed using the CosMx™ SMI platform. Linear mixed models to assess differential expression (DE), adjusting for hierarchical data structures. DE analyses were expressed as log2-fold changes (logFC), with the Benjamini-Yekutieli method. GSEA and IPA for signaling pathway exploration. Results: 1.7 million cells were identified across 8 samples after stringent quality control. Immune cell profiling revealed higher B cells, plasma cells, plasmablasts, and T cells (CD4 and CD8) in responders, whereas fibroblasts and myeloid cells were enriched in non-responders. DE analysis showed significantly elevated expression of HLA-DRA (logFC 1.955, p&lt;0.001), other MHC class I and II components, and IFNα in responders. Tumor cells in responders exhibited the highest IFNα expression across cell types. GSEA and IPA analysis revealed enrichment in interferon signaling, antigen presentation, and the cGAS-STING pathway, which drives IFNα production. Spatial analysis categorized cells by their proximity to tumor cells: within 50 µm, 50-100 µm, and over 100 µm. T cells, particularly CD8 T cells, showed a distance-dependent distribution, with a higher abundance near tumor cells in responders. CD8 T cell activation scores declined with increasing distance from IFNα-positive tumor cells but remained consistently low near IFNα-negative tumor cells. IFNγ-positive CD8 T cells exhibited higher activation compared to IFNγ-negative cells, with activation levels influenced by proximity to tumor cells. Lastly, MHC expression in tumor cells was examined relative to CD8 T cell proximity. HLA-DRA and CIITA expression decreased as tumor cells were farther from CD8 T cells. Conclusions: This spatially resolved single-cell analysis highlights the pivotal role of tumor-immune interactions in response to pembrolizumab in TNBC. Our data suggest that tumor cells secrete IFNα through the activation of the cGAS-STING pathway, which activates T cells within close proximity, highlighting the potential role of cGAS-STING agonist as well as IFNα signaling and antigen presentation in augmenting TNBC responses to ICIs. Citation Format: Yi Liu, Saranya Chumsri, Yaohua Ma, Jodi M. Carter, Aziza Nassar, Edith Perez, Roberto A. Leon-Ferre, David Zahrieh, David W. Hillman, Judy C. Boughey, James Ingle, Krishna R. Kalari, Fergus J. Couch, Matthew P. Goetz, Keith L. Knutson, E. Aubrey Thompson. Spatially resolved single-cell analysis reveals cGAS-STING-mediated tumor-immune interactions via IFNα as determinants of pembrolizumab sensitivity in triple-negative breast cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2025; Part 1 (Regular Abstracts); 2025 Apr 25-30; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2025;85(8_Suppl_1):Abstract nr 7130.
Oral Extraintestinal Manifestations of Inflammatory Bowel Disease: The Temporal Relationship Between Oral and Intestinal Symptoms
Loeb, Lauren , Janovska, Marketa , Ma, Yaohua , Rogers, Roy S., Farraye, Francis A. , Bruce, Alison J., Chedid, Victor , Kaur, Manreet , Bodiford, Katherine J., Hashash, Jana G. , Rogers, Roy, Bruce, Alison, Bodiford, Katherine, Chedid, Victor G , Farraye, Francis A , Hashash, Jana G

Crohn's & Colitis 360 | March 31, 2025 | Volume: 7 | Issue: 2 | Pages: No page available

10.1093/crocol/otaf027 Get It

Abstract Objectives Oral extraintestinal manifestations (OEIMs) of inflammatory bowel disease (IBD) may impact IBD treatment. The aims of this study were to: (1) determine which OEIMs are most prevalent among patients with IBD, (2) investigate the presence of a temporal association between GI luminal disease activity and OEIMs, and (3) determine how often changes in therapeutic management of IBD are needed in the presence of OEIMs. Study Design A retrospective cohort study was performed for adult patients with IBD evaluated between January 2017 and November 2021 with at least 1 oral complaint. Demographic data were collected from the charts of these patients. Kruskal-Wallis test for continuous measures and Fisher’s Exact test for categorical measures were used. Results A total of 116 patients with IBD who had presented with at least 1 oral finding during the study time period were identified. Aphthous ulcers were the most common oral presentation in both Crohn’s disease (CD) (85.1%) and ulcerative colitis (UC) (75.0%). OEIMs were associated with CD activity in the small intestine (P = .004) and colon (P &lt; .001). UC pancolitis was associated with OEIMs (P = .002). In 32.7% of patients, OEIMs led to either an increase in dose or frequency of IBD therapy. In an additional 16.4% of patients, new systemic agents were started because of the OEIMs. Conclusions This study provides evidence that patients with IBD may develop OEIMs synchronous with IBD flares and may require escalation of IBD therapy when OEIMs occur.
Clinical Treatment Score Post-5 Years (CTS5) and Late Recurrence Risk in Hormone Receptor–Positive, HER2-Positive Breast Cancer
Chumsri, Saranya , Pai, Tanmayi , Ma, Yaohua , Li, Zhuo , Gil, Angelica, Moreno‐Aspitia, Alvaro , Colón‐Otero, Gerardo , Pogue–Geile, Katherine L. , Rasgoti, Priya, Paik, Soonmyung , Perez, Edith A. , Thompson, E. Aubrey, Li, Zhuo , Thompson, E. Aubrey

Journal of the National Comprehensive Cancer Network | August 27, 2024 | Volume: 22 | Issue: 7 | Pages: 463-468

10.6004/jnccn.2024.7015 Get It

Background: The Clinical Treatment Score post-5 years (CTS5) is a risk stratification tool used to determine the risk of late recurrence in hormone receptor–positive (HR+), HER2-negative breast cancer (BC). Limited data exist on its use in HR+, HER2-positive (HER2+) BC. Patients and Methods: CTS5 was evaluated in HR+, HER2+ BC in the North Central Cancer Treatment Group (NCCTG) N9831 (Alliance) and NSABP B-31 (NRG) trials. Results: A total of 1,862 patients with HR+, HER2+ BC without recurrence 5 years after enrollment were included. Overall, the CTS5 score was significantly associated with recurrence-free survival (RFS), with a hazard ratio (HR) of 1.35 (95% CI, 1.12–1.63; P=.002), but did not reach statistical significance in patients who received trastuzumab (n=829; HR, 1.29; 95% CI, 0.98–1.71; P=.07). CTS5 risk category was not significantly associated with RFS. In patients who received trastuzumab, other variables used in CTS5, including patient age and tumor size, were not significantly associated with RFS. N3 was significantly associated with worse outcomes (HR, 1.86; 95% CI, 1.09–3.17; P=.02) compared with N0–N1. Paradoxically, higher tumor grade was associated with better outcomes after 5 years in the multivariate analysis (HR, 0.71; 95% CI, 0.50–1.00; P=.05). The incidence of recurrences or deaths between years 5 to 10 was 10.6% in the CTS5 low-risk category, 5.6% in the intermediate-risk category, and 9.8% in the high-risk category. Conclusions: The CTS5 model does not accurately predict the risk of late recurrence in HR+, HER2+ BC treated with adjuvant trastuzumab in the N9831 and B-31 trials. This study underlines the need to develop a new prognostic model to better delineate the risk of late recurrence in patients with HR+, HER2+ BC receiving adjuvant trastuzumab. ClinicalTrials.gov identifiers: NCT00005970 (NCCTG N9831) and NCT00004067 (NRG/NSABP B-31).
Assessing the Inflammatory Landscape of Human Diabetic Kidney Disease (DKD) Through NanoString Digital Spatial Profiling Technology
Elhusseiny, Khaled , Bian, Xiaohui , Ma, Yaohua , Cornell, Lynn D. , Hickson, LaTonya J.

Journal of the American Society of Nephrology | May 17, 2024 | Volume: 33 | Issue: 11S | Pages: 116-116

10.1681/asn.20223311s1116a Get It

Abstract PS03-03: The spatially resolved single-cell atlas of the tumor immune architecture revealed the central role of IFN-alpha and plasmacytoid dendritic cells in triple-negative breast cancer in the Mayo Clinic cohort and FinXX trial
Chumsri, Saranya , Ma, Yaohua , Church, S. , Reeves, Jason , Brauer, Heather Ann , Warren, Sarah , Perez, Edith , Leon‐Ferre, Roberto A. , Knutson, Keith L. , Thompson, E. Aubrey , Liu, Yi , Carter, Jodi M. , Gregory, Mark , Joensuu, Heikki , Hillman, David W. , Boughey, Judy C. , Ingle, James N. , Kalari, Krishna R. , Couch, Fergus J. , Goetz, Matthew P. , Knutson, Keith L.

Cancer Research | May 2, 2024 | Volume: 84 | Issue: 9_Supplement | Pages: PS03-03-PS03-03

10.1158/1538-7445.sabcs23-ps03-03 Get It

Abstract Background: Multiple studies have confirmed the central role of preexisting immune response measured by stromal tumor-infiltrating lymphocytes (sTILs) in triple-negative breast cancer (TNBC). Emerging studies showed that not only the number of TILs but also the location of TILs is important. There are 3 distinct immune architectures described based on the amount and locations of TILs, namely immune enriched (IN), immune excluded (IE), and immune desert (ID). Here we evaluated outcomes and characteristics associated with each immune landscape. Methods: NanoString Digital Spatial Profiling (DSP) and CosMx, a spatial multi-omics single-cell imaging platform, were performed in 75 samples from the Mayo Clinic (MC) TNBC cohort (Leon-Ferre BCRT 2018). NanoString IO360 was performed in 114 samples from the FinXX trial ( NCT00114816) . Firstly, tumors with sTIL quantified by H&E ≤ 30% were classified as ID. The rest of the tumors with high sTIL &gt; 30% were categorized according to the intratumoral CD8 protein expression by DSP, with IE having intratumoral CD8 in the lower median and IN having intratumoral CD8 in the upper median. Chi-square test, gene set enrichment, Cox regression, and Kaplan-Meier analysis were used. Differential expression listed as log 2-fold change (FC) was estimated from the linear mixed model with significance defined as two-sided p&lt; 0.05. Results: ID is associated with low Ki67 &lt; 5% (23.3% vs. 9.6% ID, p 0.02) as well as apocrine (11/13, 84.6%) and metaplastic histology (10/12, 83%). In both univariate and multivariate analysis, patients with IN had significantly improved recurrence-free survival (RFS) compared to those with ID (HR 0.37, 95%CI 0.18-0.74, p 0.005). Despite having high sTILs, IE had poor outcomes similar to ID (HR 0.84, 95%CI 0.36-1.98). Strikingly, we identified that IE patients had significantly lower plasmacytoid dendritic cells (pDCs) compared to IN (mean 0 vs. 0.26/100 tumor cells, 95%CI 0.08-0.43 , p 0.01). Using Gene Set Enrichment Analysis to evaluate differential hallmarks between IN and IE, we identified IF Nɑ and IFNγ (FDR &lt; 0.001) responses as significantly enriched in IN group, consistent wi th the function of pDCs, which are a subset of dendritic cells specialized in secreting high levels of type I interferon. To validate this finding, we further evaluated the 11 leading edge gene IFNɑ signature in the FinXX trial. A high IFNɑ signature score was associated with significantly improved outcomes in the FinXX trial (HR 0.21, 95%CI 0.09-0.51 , p &lt; 0.001). Similar findings were observed using Kaplan-Meier analysis in the FinXX trial with significantly improved RFS (p 0.0006) and overall survival (p 0.0001) in patients with high IFNɑ signature scores. Furthermore, we evaluated the differential gene expression unique to IN tumors in the Mayo cohort. Expressions of MHC class I and class II in tumor cells, including HLA-A, HLA-B, HLA-C, HLA-DRA, HLA-DRB1, HLA-DPA1, and HLA-E, were associated with IN and significantly improved outcomes (p &lt; 0.05) compared to ID and IE. Conclusions: Highlighting the importance of spatial context, we identified that patients with IE tumors had poor outcomes despite having high TILs. Moreover, u sing an in-depth analysis with spatially defined context, we identified the central role of pDC and the significance of IF Nɑ in TNBC. Support: Breast Cancer Research Foundation, Mayo Clinic Breast Cancer SPORE (P50CA116201-17) W81XWH-15-1-0292, P50CA015083, R35CA253187 Citation Format: Saranya Chumsri, Yi Liu, Yaohua Ma, Jodi Carter, Mark Gregory, Sarah Church, Jason Reeves, Heather Ann Brauer, Sarah Warren, Heikki Joensuu, Edith Perez, Roberto Leon-Ferre, David Hillman, Judy Boughey, James Ingle, Krishna Kalari, Fergus Couch, Matthew Goetz, Keith Knutson, E. Thompson. The spatially resolved single-cell atlas of the tumor immune architecture revealed the central role of IFN-alpha and plasmacytoid dendritic cells in triple-negative breast cancer in the Mayo Clinic cohort and FinXX trial [abstract]. In: Proceedings of the 2023 San Antonio Breast Cancer Symposium; 2023 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2024;84(9 Suppl):Abstract nr PS03-03.